Missing part of the proof of Master Theorem's case 2 (with ceilings and floors) in CLRS?
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I am trying to go through the proof of the Master Theorem in Introduction to Algorithms of Cormen, Leiserson, Rivest, Stein (CLRS). The theorem providers an asymptotic analysis for recurrence relations $T(n)=aT(n/b)+f(n)$ where $ageq 1, b > 1$ and $f(n)$ is an asymptotically positive function.
The authors create a formulation of the following lemma (4.3):
- if $f(n) = Theta(n^{log_ba})$, then $g(n)=Theta(n^{log_ba}{log_bn})$
where $g(n) = sum_{j=0}^{lfloor log_b n rfloor - 1} a^jf(n_j)$ and $n_j = begin{cases}
n, & text{if j = 0} \
lceil n_{j-1}/b rceil, & text{if j > 0}
end{cases}$
When it is proving for the situation in which floors and ceilings appear the autrors make a statement:
For case 2, we have $f(n)=Theta(n^{log_b a})$. If we can show that
$f(n_j) = O(n^{log_ba}/a^j) = O((n/b^j)^{log_ba})$, then the proof for
case 2 of Lemma 4.3 will go through.
Well, I got it. When this condition is true we can find some constant $c$, such that
$g(n) le csum_{j=0}^{lfloor log_b n rfloor - 1} n^{log_b a}$
and conclude that $g(n) = O(n^{log_b a}{log_bn})$.
But it's not a proof that $g(n) = Omega(n^{log_b a}{log_bn})$. Where is one? Should it be obvious? How can I prove this statement?
asymptotics
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add a comment |
$begingroup$
I am trying to go through the proof of the Master Theorem in Introduction to Algorithms of Cormen, Leiserson, Rivest, Stein (CLRS). The theorem providers an asymptotic analysis for recurrence relations $T(n)=aT(n/b)+f(n)$ where $ageq 1, b > 1$ and $f(n)$ is an asymptotically positive function.
The authors create a formulation of the following lemma (4.3):
- if $f(n) = Theta(n^{log_ba})$, then $g(n)=Theta(n^{log_ba}{log_bn})$
where $g(n) = sum_{j=0}^{lfloor log_b n rfloor - 1} a^jf(n_j)$ and $n_j = begin{cases}
n, & text{if j = 0} \
lceil n_{j-1}/b rceil, & text{if j > 0}
end{cases}$
When it is proving for the situation in which floors and ceilings appear the autrors make a statement:
For case 2, we have $f(n)=Theta(n^{log_b a})$. If we can show that
$f(n_j) = O(n^{log_ba}/a^j) = O((n/b^j)^{log_ba})$, then the proof for
case 2 of Lemma 4.3 will go through.
Well, I got it. When this condition is true we can find some constant $c$, such that
$g(n) le csum_{j=0}^{lfloor log_b n rfloor - 1} n^{log_b a}$
and conclude that $g(n) = O(n^{log_b a}{log_bn})$.
But it's not a proof that $g(n) = Omega(n^{log_b a}{log_bn})$. Where is one? Should it be obvious? How can I prove this statement?
asymptotics
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1
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"CLRS"? ${}{}{}$
$endgroup$
– Henning Makholm
Dec 27 '18 at 20:21
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@Henning Makholm It's an abbreviation from Cormen, Leiserson, Rivest, Stein, I refer to their book
$endgroup$
– Mergasov
Dec 27 '18 at 20:24
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I think there is something wrong with the equations. For instance what is $n_j$?
$endgroup$
– Mark
Dec 27 '18 at 20:31
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@Mark I have updated my question
$endgroup$
– Mergasov
Dec 27 '18 at 20:48
add a comment |
$begingroup$
I am trying to go through the proof of the Master Theorem in Introduction to Algorithms of Cormen, Leiserson, Rivest, Stein (CLRS). The theorem providers an asymptotic analysis for recurrence relations $T(n)=aT(n/b)+f(n)$ where $ageq 1, b > 1$ and $f(n)$ is an asymptotically positive function.
The authors create a formulation of the following lemma (4.3):
- if $f(n) = Theta(n^{log_ba})$, then $g(n)=Theta(n^{log_ba}{log_bn})$
where $g(n) = sum_{j=0}^{lfloor log_b n rfloor - 1} a^jf(n_j)$ and $n_j = begin{cases}
n, & text{if j = 0} \
lceil n_{j-1}/b rceil, & text{if j > 0}
end{cases}$
When it is proving for the situation in which floors and ceilings appear the autrors make a statement:
For case 2, we have $f(n)=Theta(n^{log_b a})$. If we can show that
$f(n_j) = O(n^{log_ba}/a^j) = O((n/b^j)^{log_ba})$, then the proof for
case 2 of Lemma 4.3 will go through.
Well, I got it. When this condition is true we can find some constant $c$, such that
$g(n) le csum_{j=0}^{lfloor log_b n rfloor - 1} n^{log_b a}$
and conclude that $g(n) = O(n^{log_b a}{log_bn})$.
But it's not a proof that $g(n) = Omega(n^{log_b a}{log_bn})$. Where is one? Should it be obvious? How can I prove this statement?
asymptotics
$endgroup$
I am trying to go through the proof of the Master Theorem in Introduction to Algorithms of Cormen, Leiserson, Rivest, Stein (CLRS). The theorem providers an asymptotic analysis for recurrence relations $T(n)=aT(n/b)+f(n)$ where $ageq 1, b > 1$ and $f(n)$ is an asymptotically positive function.
The authors create a formulation of the following lemma (4.3):
- if $f(n) = Theta(n^{log_ba})$, then $g(n)=Theta(n^{log_ba}{log_bn})$
where $g(n) = sum_{j=0}^{lfloor log_b n rfloor - 1} a^jf(n_j)$ and $n_j = begin{cases}
n, & text{if j = 0} \
lceil n_{j-1}/b rceil, & text{if j > 0}
end{cases}$
When it is proving for the situation in which floors and ceilings appear the autrors make a statement:
For case 2, we have $f(n)=Theta(n^{log_b a})$. If we can show that
$f(n_j) = O(n^{log_ba}/a^j) = O((n/b^j)^{log_ba})$, then the proof for
case 2 of Lemma 4.3 will go through.
Well, I got it. When this condition is true we can find some constant $c$, such that
$g(n) le csum_{j=0}^{lfloor log_b n rfloor - 1} n^{log_b a}$
and conclude that $g(n) = O(n^{log_b a}{log_bn})$.
But it's not a proof that $g(n) = Omega(n^{log_b a}{log_bn})$. Where is one? Should it be obvious? How can I prove this statement?
asymptotics
asymptotics
edited Dec 27 '18 at 20:45
Mergasov
asked Dec 27 '18 at 20:18
MergasovMergasov
1104
1104
1
$begingroup$
"CLRS"? ${}{}{}$
$endgroup$
– Henning Makholm
Dec 27 '18 at 20:21
$begingroup$
@Henning Makholm It's an abbreviation from Cormen, Leiserson, Rivest, Stein, I refer to their book
$endgroup$
– Mergasov
Dec 27 '18 at 20:24
$begingroup$
I think there is something wrong with the equations. For instance what is $n_j$?
$endgroup$
– Mark
Dec 27 '18 at 20:31
$begingroup$
@Mark I have updated my question
$endgroup$
– Mergasov
Dec 27 '18 at 20:48
add a comment |
1
$begingroup$
"CLRS"? ${}{}{}$
$endgroup$
– Henning Makholm
Dec 27 '18 at 20:21
$begingroup$
@Henning Makholm It's an abbreviation from Cormen, Leiserson, Rivest, Stein, I refer to their book
$endgroup$
– Mergasov
Dec 27 '18 at 20:24
$begingroup$
I think there is something wrong with the equations. For instance what is $n_j$?
$endgroup$
– Mark
Dec 27 '18 at 20:31
$begingroup$
@Mark I have updated my question
$endgroup$
– Mergasov
Dec 27 '18 at 20:48
1
1
$begingroup$
"CLRS"? ${}{}{}$
$endgroup$
– Henning Makholm
Dec 27 '18 at 20:21
$begingroup$
"CLRS"? ${}{}{}$
$endgroup$
– Henning Makholm
Dec 27 '18 at 20:21
$begingroup$
@Henning Makholm It's an abbreviation from Cormen, Leiserson, Rivest, Stein, I refer to their book
$endgroup$
– Mergasov
Dec 27 '18 at 20:24
$begingroup$
@Henning Makholm It's an abbreviation from Cormen, Leiserson, Rivest, Stein, I refer to their book
$endgroup$
– Mergasov
Dec 27 '18 at 20:24
$begingroup$
I think there is something wrong with the equations. For instance what is $n_j$?
$endgroup$
– Mark
Dec 27 '18 at 20:31
$begingroup$
I think there is something wrong with the equations. For instance what is $n_j$?
$endgroup$
– Mark
Dec 27 '18 at 20:31
$begingroup$
@Mark I have updated my question
$endgroup$
– Mergasov
Dec 27 '18 at 20:48
$begingroup$
@Mark I have updated my question
$endgroup$
– Mergasov
Dec 27 '18 at 20:48
add a comment |
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1
$begingroup$
"CLRS"? ${}{}{}$
$endgroup$
– Henning Makholm
Dec 27 '18 at 20:21
$begingroup$
@Henning Makholm It's an abbreviation from Cormen, Leiserson, Rivest, Stein, I refer to their book
$endgroup$
– Mergasov
Dec 27 '18 at 20:24
$begingroup$
I think there is something wrong with the equations. For instance what is $n_j$?
$endgroup$
– Mark
Dec 27 '18 at 20:31
$begingroup$
@Mark I have updated my question
$endgroup$
– Mergasov
Dec 27 '18 at 20:48